Table · dataset · 2026
Systemic Governance Artifact Supplementary Materials
Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.33942226.v1
<p dir="ltr"><b>Abstract</b></p><p dir="ltr">Higher education institutions (HEIs) have developed policies, ethical guidance, instructional practices, and training initiatives in response to generative artificial intelligence (GenAI).
Description
Yet, these responses are often developed separately, limiting the coordination of institutional responsibilities and the translation of principles into practice. This study addresses this fragmentation by developing an artifact for responsible GenAI integration in higher education.
The artifact, informed by Design Science Research (DSR), comprises three functionally connected components: the 4D-GenAI Systemic Governance Model, the Implementation Pathways, and the AIED Diagnostic Matrix. The Systemic Governance Model connects four domains: artificial intelligence in education (AIED), ethics, policy, and training. Together, the three components address what institutions need to coordinate, how this coordination can be translated into practice, and where further development may be needed.
Read the rest (2 more)
The artifact was formatively evaluated by four experts, whose quantitative ratings and qualitative feedback informed its refinement. The artifact proposes that responsible institutional GenAI integration requires coordinated attention across these four domains rather than separate goals or interventions. Although the artifact provides conceptual, operational, and diagnostic support for institutional GenAI governance, it has not yet been applied under authentic institutional conditions.
Future research should apply, evaluate, and refine the artifact in higher education settings.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33942226.v1 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Educational technology and computing · Educational technology and computing · Educational technology and computing · Educational technology and computing · Educational technology and computing · Educational technology and computing · Educational technology and computing · Educational technology and computing · Educational technology and computing · Educational technology and computing · Educational technology and computing · Engineering · Engineering · Engineering · Engineering · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Higher education · Humanities · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science · Social Science
Provenance · 11 source records, 83 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/33942226 | 6 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/33942226 | 6 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/33942226 | 6 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/33942226 | 6 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/33942226 | 6 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/33942226 | 6 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/33942226 | 6 d ago | JSON v1 |
| figshare | oai:figshare.com:article/33942226 | 5 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33942226 | 5 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/33942226 | 5 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/33942226 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:390303 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390303 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['higher education'] |
| concepts[field].anzsrc:field:390405 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].anzsrc:field:390405 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].anzsrc:field:390405 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].anzsrc:field:390405 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].anzsrc:field:390405 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].anzsrc:field:390405 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].anzsrc:field:390405 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].anzsrc:field:390405 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].anzsrc:field:390405 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].anzsrc:field:390405 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].anzsrc:field:390405 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Educational technology and computing'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:social-science | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:social-science | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |